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What's the legal status of all this AI code?! Will it be likely that someone whose code was lifted as part of "learning" can sue?!

Anyone can sue for anything.

I’m not sure we want a world where anyone who learns from existing code is committing a tort.


GenAI isn't a person

Its also strange that while solar systems built wait years for grid capacity, this much extra energy is being planned..

I'm also confused.. Why does a generic AI company that helps coding as one of main offering get deeply in bed with one tech stack

I mean would it have made sense to acquire golang if it were on sale?


They want to make sure the runtime they depend on continues to be maintained. It's still niche and new, so its continued existence isn't as sure as something like Go.

You need get a bunch of accountants to agree on what's profit first..

Agree against their best interest, mind you!

IIRC Mark Andreessen once said colleges esp ivy league ones, simplify the job of recruiters by acting as filters. Saves them the bother. So they attached lots of value.

I guess that's true even now but in a perverse sort of way. As markers of indoctrination and unsuitability for productive corporate roles.

Employers probably decided to avoid them.

That's not fair to a large number of students but the old system of colleges being markers of intelligence, suitability etc was not fair to large number of others either..


Do you know any employers actively avoiding students from Ivy-league colleges?

I agree that colleges have acted as filters, but the value of degrees has been deflated, even in Ivy leagues, because they’re easier and more common. I think a degree still acts as a filter though; getting a job is hard with a degree but nearly impossible without.

EDIT: There’s the Thiel fellowship, which requires not having a degree, but I’m not aware of other such opportunities. Early work experience looks better to some employers than university, but that requires getting a job in the first place.


> Do you know any employers actively avoiding students from Ivy-league colleges?

Yes.

The Ivy grads are often considered over-qualified (rightly or wrongly). Especially for government positions that don’t normally hire elite school grads and smallish local/regional businesses.

I know plenty of people who work in different government positions (federal, state, local) who will not hire grads from an elite schools (Ivy, Stanford, Berkeley, etc.) because they think something must be wrong with them (“why would they apply for this job?”), or they think that the applicant will jump ship at the first opportunity.

I agree that those can both be issues, but I’m not sure those issues are limited to or are more likely in elite school grads.

I’ve certainly seen situations in which elite school grads have worked at an org that didn’t normally hire any of them, and the quality and quantity of work produced caused there to be some tough conversations in terms of standards and evaluations (they basically “crushed the curve”). In the two cases I’m most familiar with, the people in question were relatively non-ambitious female employees who just cranked out high quality work. They took those jobs because they were decent jobs near their respective families. In both cases, the companies had bittersweet feelings when said employees left —- they lost productivity, but they no longer had the manage outlier performers.

One of these ladies left her job to become a stay at home mom. The other joined a more prestigious privately-held company who seemed to know how to harness her abilities (she moved up quickly).

So… it happens.


I was a hiring manager at a company that didn’t recruit from top universities for strategic reasons. In short we were smaller and a startup so it would have been difficult to compete. As we grew we had a presence at university job fairs but still avoided the top schools.

Similarly we avoided engineers from the Bay Area due to cost concerns.

The company was also a pioneer in the distributed work environment. A decade before Covid. So that opened a huge market for recruitment at that time.


I don't know about actively avoiding, but I have worked for multiple companies in London who prefer not to hire at the 'top' end of candidates (hence hiring me!), because they'll cost more and can have cultural issues like not be very fun people or thinking themselves to be above the self-taught and weird-career guys who didn't get a first from Imperial.

There's lot of anecdotal chatter and also mainstream media coverage on this.. It's a genuine concern.

But bigger issue is in USA where general jobless numbers are lower, with several sectors facing shortages, why is there the issue of grad unemployment at all.

The correct answer is important because politicians are filling the vacuum with false narratives to suit their base.


I don't "know" that's why I said guess. I doubt if they'll ever say this. Even in today's USA.

But there's enough SM comments to make a guess.


It'll be kind of like OTA Autopilot updates that can recognise corner cases like a big white semi trailer?

What's the use case here? Mobile that can use Linux instead of Android? Is that possible?

Since OpenMoko, the thing is that the market doesn't care.

https://en.wikipedia.org/wiki/Openmoko


Article seems to suggest if you make gains but lost them later you still need to pay tax on the gain?!

That's strange..


It happens when you exchange one type of token for another, that's the point being made. Broadly: the gain is calculated any time the value of the property is realised by using it to purchase some other thing. Using the thing to purchase money is one way of realising its value, and makes the calculations easy; but when used to purchase some thing other than money, the transaction can be assigned a monetary value and that's used to calculate the gain or loss.

The example given of the guy that had NZ$1.6m - the tax became due when he sold his NZ$1.6m of tokens for what we must assume was NZ$1.6m of some other type of token. He should have calculated the gain at that point, set aside an appropriate amount of money for to pay the tax bill later, and spent only the remainder on the other tokens.


Yes but if at the end of tax year you end up with overall loss, that's what should matter.. Not that you pay tax on each profitable transaction but not set off loss making ones.

See separate point re losses that happen next year that's tough luck lol. Govt not gonna help. Unless you go fully bust and they have nothing to collect.


You buy a bitcoin for 20,000. You sell it for 50,000. At this point you probably owe capital gains on 30,000. You then take the 30,000, use it to buy an NFT, and later sell the NFT for 0.01 (because NFT). At this point you have had gain of 30k and loss of 30k. Now, it's going to depend a lot on exactly when all this happened and in which jurisdiction, but in many countries you probably owe tax on the 30k.

Usually if the loss happens in the same year, you can use them to lower your tax on gains. In your NFT example you'd first owe 7.5k (assuming 25% taxation), and with the 30k loss you'll be able to balance what you owe. The problem starts if you sell the NFTs in the next year, because then you can't use those losses to balance the already made gains, but only use it for future gains.

Yes this is my understanding.

Which jursidictions? Certainly not mine. If they happened in different years you'd have a tax in one year and an equivalently sized refund in another, but they'd balance out.

Where's that? In a lot of places, you'd get a capital loss on the loss, which can be offset against _future_ capital gains, but you won't get a refund if you have no capital gains to offset it against.

Can I move there lol.

That doesnt seem logical - the purchase of the NFT is a capital loss, which should offset the gains of the 30k of capital gains. Otherwise, it's an unfair tax regime.

I don't fully understand how NFT losses are treated (i.e. do you get a capital loss?) but the issue is with timing. THe tax man is not going to wait until you possibly convert to their currency to collect taxes; the gains and losses get attributed to the year when the transaction occurred. The high volatility in the investment is what makes the crazy swings possible - but this risk really should be priced into the expected return. I wouldn't be surprised if NFT gains are treated more like lottery winnings (in many jurisidictions); it's taxed at payout against the current year situation, regardless of what you do with it.

In the US, you can offset the gain, if the loss happens in the same year. If it happens later, then you're supposed to have paid the taxes in the year with the gain. The later loss can be used to offset gains after that.

It seems to be similar in New Zealand, where the article says that (like the US) there's tax due when you exchange one token for another without going out to fiat. A lot of investors didn't realize that and didn't pay their tax in that first year, and then didn't have the money later when the government came collecting.


Yo! Evil genious!

In America, the problem comes when the gain and the loss come in different years. If you make a big gain in 2024, but didn't pay taxes on that gain, then lose the money in 2025, they will come after you for failing to pay taxes in 2024 even though you no longer have the money in 2025. The lesson is to pay your taxes.

A bank will be happy to lend you the money to cover the spread since you have the collateral of a large tax refund in the future. It'll cost you a little bit of interest but it's generally not the catastrophe that people make it out to be.

Not aware of any country that refunds if you lose money next year. Even carry forward tax losses have limits..

Maybe if you are an ultra high net worth individual. I don’t see your avg Joe walking into their neighborhood Chase bank asking for a $500k loan using their potential tax refund as collateral is going to get it. That seems like an esoteric financial product.

AFAICT most tax refund loans are to low income individuals who need the money today rather than two months from now.

Tax refund loans are offered in conjunction with the tax filing service like TurboTax or H&R Block because they already know what your refund amount is going to be and it’s relatively risk free (small refund amounts) and easy to automate. They are similar to pay day loans.

Crypto bro showing up with $1m gains and losses from crypto transactions and asking for a refund loan at their neighborhood bank is probably not going to go anywhere (it’s too large a risk because it’s not just a few thousand dollars but at the same time it’s too small an amount for them to do custom due diligence to underwrite a loan).

Anyway you can’t erase gains in year 1 with losses in year 2 at least in the USA (you can only offset $3k/yr max in year 2 if you don’t have any other gains).


Source? Typically capital losses can only be netted against capital gains the next year, and only against a small amount of income.

Yes I understand the part about events across tax periods.. It's common everywhere, not aware of any jurisdiction that refunds.

I don't know how a future loss is treated from a tax perspective (does the lost investment generate a capital loss?) but overall this seems to be similar to standard tax accounting.

Assuming an arms-length transaction: this would be like taking shares you own in one company and exchanging them for shares in another company. Typically you would sell them for money in-between but even if they were traded directly you would need to recognize the capital gain at the price you traded them, based on the current value of what you got for them. This would be applicable to the current taxation period, and if the new shares tank it could generate a capital loss.


No it doesn't.

It indicates that when you switch your investment from one thing to another, that you have to then pay tax for your gain.

Which is very very normal.

Just that people in crypto not realized what it means when you trade bitcoin to another token which would be the equivielent of selling shares and buying something else like gold. As soon as you sell your shares you have to pay tax on gains.

But hey, the advantage of crypto was anyway that its an 'unregulated' market. Lets hope at least bitcoin just dies


Maybe the gains were realized but the losses weren’t since they were holding out for a rebound?

It makes sense when you think about it. If you made a huge capital gain and then "lost" it in Vegas how is that different than "losing" it via other means?

Also, if this wasn't the case, it'd be a massive, gaping loophole. "Oh, I settled this stock in another currency, so I don't owe taxes yet/ever".

There are some situations where it maybe there should be an exception. When employee stock options are exercised, that's usually considered a taxable event, even if the shares aren't liquid (like in startups). This means you'd have to pay tax on something that you have to hold and could be worthless or forcing people into these events because the options may expire.

But for gods sake, whenever you "make" decent or life changing amounts of money, talk to a lawyer and accountant. There's so much misinformation about taxes out there. I used to work for a forex company and people, especially expats, would constantly move small amounts of money because they thought that they'd have to pay taxes on importing money into the country. They didn't realize that the forms they'd have to fill are only for reporting to deal with laundering. They could have just moved their money in one simple swoop.


People will spend vast sums of money to avoid paying a couple of thousand dollars for informed advice.

I think regular, small transfers are pedestrian-enough not to be reported. And in some countries, the information about a large transfer attracts offers of protection.

It's always been like this unless the gain and loss is in the same tax year (and they are of a certain type that can offset each other)

Been going there since mid 90s, not that often recently. Seen it change and yet stay the same.. Not cheap anymore but ofc not comparing to Singapore.

Issue is getting around.. For a city of that size + national capital, public transport options very limited. More like HCM or PP than Bangkok or KL.

Comparisons to Thailand inappropriate cos almost no pub culture and "entertainment". Even top end hotel bar like Raffles had near zero choice for wine etc. And lots more expensive.

Wish them well though.. Nicest people, nice memories.


Think the author's case is extreme and so is his remedy.. For most that drink 3-4 cups a day or so there's no need to stop imho.

There's numerous benefits that keep appearing in medical lit, including protection vs atrial defibrillation, stomach cancer etc.

For me I stopped briefly during bad bout of gastritis with all the withdrawal symptoms listed but have resumed since. No known bad effects so far. Yes my tummy is not in ideal condition but that's due to other vices like alcohol.

Ymmv


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